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Rossi A, Mazzara S, Salemi D, Zanetti S, Sapienza MR, Orecchioni S, Talarico G, Falvo P, Davini A, Ceccarelli C, Motta G, Melle F, Tabanelli V, Agostinelli C, Trerè D, Penzo M, Corsini C, Baiardi E, Calleri A, Vitolo U, Bertolini F, Zinzani PL, Chiarle R, Tarella C, Pileri S, Derenzini E. Downregulation of rRNA synthesis by BCL-2 induces chemoresistance in diffuse large B cell lymphoma. iScience 2025; 28:112333. [PMID: 40276769 PMCID: PMC12020883 DOI: 10.1016/j.isci.2025.112333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2024] [Revised: 01/25/2025] [Accepted: 03/28/2025] [Indexed: 04/26/2025] Open
Abstract
Overexpression of the antiapoptotic oncogene BCL-2 predicts poor prognosis in diffuse large B cell lymphoma (DLBCL) treated with anthracycline-based chemoimmunotherapy. Anthracyclines exert antitumor effects by multiple mechanisms including inhibition of ribosome biogenesis (RiBi) through rRNA synthesis blockade. RiBi inhibitors induce p53 stabilization through the ribosomal proteins-MDM2-p53 pathway, with stabilized p53 levels depending on baseline rRNA synthesis rate. We found that the BH3-mimetic venetoclax could not fully reverse BCL-2-mediated resistance to RiBi inhibitors in DLBCL cells. BCL-2 overexpression was associated with decreased baseline rRNA synthesis rate, attenuating p53 stabilization by RiBi inhibitors. Drugs stabilizing p53 irrespective of RiBi inhibition reversed BCL-2-induced resistance in vitro and in vivo, restoring p53 activation and apoptosis. A small nucleolar size, indicative of low baseline rRNA synthesis, correlated with high BCL-2 levels and poor outcomes in DLBCL patients. These findings uncover alternative BCL-2-dependent chemoresistance mechanisms, providing a rationale for specific combination strategies in BCL-2 positive lymphomas.
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Affiliation(s)
- Alessandra Rossi
- Oncohematology Division, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Saveria Mazzara
- Division of Diagnostic Haematopathology, IEO European Institute of Oncology IRCCS, Milan, Italy
- Department of Computing Sciences and Bocconi Institute for Data Science and Analytics (BIDSA), Bocconi University, Milan, Italy
- AI and Systems Biology, IFOM, ETS, Milan, Italy
| | - Dorotea Salemi
- Oncohematology Division, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Simone Zanetti
- Oncohematology Division, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Maria Rosaria Sapienza
- Division of Diagnostic Haematopathology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Stefania Orecchioni
- Laboratory of Hematology-Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Giovanna Talarico
- Laboratory of Hematology-Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Paolo Falvo
- Laboratory of Hematology-Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Alessandro Davini
- Oncohematology Division, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Claudio Ceccarelli
- Department of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - Giovanna Motta
- Division of Diagnostic Haematopathology, IEO European Institute of Oncology IRCCS, Milan, Italy
- Haematopathology Unit, IRCCS Azienda Ospedaliero-Universitaria of Bologna, Bologna, Italy
| | - Federica Melle
- Division of Diagnostic Haematopathology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Valentina Tabanelli
- Division of Diagnostic Haematopathology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Claudio Agostinelli
- Department of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum University of Bologna, Bologna, Italy
- Haematopathology Unit, IRCCS Azienda Ospedaliero-Universitaria of Bologna, Bologna, Italy
| | - Davide Trerè
- Department of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum University of Bologna, Bologna, Italy
- Department Program in Laboratory Medicine, IRCCS Azienda Ospedaliero-Universitaria of Bologna, Bologna, Italy
| | - Marianna Penzo
- Department of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum University of Bologna, Bologna, Italy
- Center for Applied Biomedical Research (CRBA), Alma Mater Studiorum University of Bologna, Bologna, Italy
| | - Chiara Corsini
- Laboratory of Hematology-Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Elena Baiardi
- Oncohematology Division, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Angelica Calleri
- Division of Diagnostic Haematopathology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Umberto Vitolo
- Multidisciplinary Oncology Outpatient Clinic, Candiolo Cancer Institute, FPO-IRCCS, Candiolo, Italy
| | - Francesco Bertolini
- Laboratory of Hematology-Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Pier Luigi Zinzani
- Department of Medical and Surgical Sciences (DIMEC), Alma Mater Studiorum University of Bologna, Bologna, Italy
- Seràgnoli Hematology Institute, IRCCS AOU (Azienda Ospedaliero-Universitaria) of Bologna, Bologna, Italy
| | - Roberto Chiarle
- Division of Diagnostic Haematopathology, IEO European Institute of Oncology IRCCS, Milan, Italy
- Boston Children’s Hospital, Department of Pathology, Harvard Medical School, Boston, MA, USA
- Department of Molecular Biotechnology and Health Sciences, University of Torino, Turin, Italy
| | - Corrado Tarella
- Oncohematology Division, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Stefano Pileri
- Division of Diagnostic Haematopathology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Enrico Derenzini
- Oncohematology Division, IEO European Institute of Oncology IRCCS, Milan, Italy
- Department of Health Sciences, University of Milan, Milan, Italy
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2
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Al-Amodi HS, Bedair HM, Gohar S, Mohamed DAW, Abd El Gayed EM, Nazih M, Hassan SB, Sawan ES, Elmahdy EE, Mosbeh A, Efat A, Abdelsattar S. FCRL1 and BAFF mRNA Expression as Novel Diagnostic and Prognostic Biomarkers in Diffuse Large B-Cell Lymphoma: Expression Signatures Predict R-CHOP Therapy Response and Survival. Int J Mol Sci 2025; 26:1269. [PMID: 39941037 PMCID: PMC11818594 DOI: 10.3390/ijms26031269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2024] [Revised: 01/28/2025] [Accepted: 01/29/2025] [Indexed: 02/16/2025] Open
Abstract
This study investigated the diagnostic, prognostic, and therapeutic significance of Fc receptor-like 1 (FCRL1) and B-cell activating factor (BAFF) mRNA expression in Egyptian patients with diffuse large B-cell lymphoma (DLBCL) undergoing the standard R-CHOP regimen (rituximab, cyclophosphamide, doxorubicin, vincristine, and prednisone) using quantitative real-time PCR (RT-qPCR). The results demonstrated that FCRL1 and BAFF mRNA expression were significantly elevated in DLBCL patients compared to healthy controls. A strong positive correlation existed between BAFF and FCRL1 expression levels. Diagnostic performance assessed through combined ROC curve analysis revealed that BAFF, FCRL1, and lactate dehydrogenase (LDH) achieved perfect diagnostic accuracy (AUC = 1.0), demonstrating 100% sensitivity, specificity, and predictive values. Further prognostic analysis using COX regression identified elevated FCRL1 expression as the most significant predictor of poor clinical outcomes. Kaplan-Meier survival analysis reinforced this finding, with high FCRL1 expression showing significant associations with reduced overall survival (OS, p = 0.031) and progression-free survival (PFS, p = 0.038). The study underscores the potential utility of BAFF and FCRL1 mRNA as diagnostic markers for DLBCL, with FCRL1 emerging as a promising prognostic marker and potential therapeutic target enabling more tailored treatment approaches for DLBCL, the most common type of B-cell non-Hodgkin lymphoma, and patients receiving R-CHOP therapy.
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MESH Headings
- Humans
- Lymphoma, Large B-Cell, Diffuse/drug therapy
- Lymphoma, Large B-Cell, Diffuse/genetics
- Lymphoma, Large B-Cell, Diffuse/diagnosis
- Lymphoma, Large B-Cell, Diffuse/mortality
- Antineoplastic Combined Chemotherapy Protocols/therapeutic use
- Cyclophosphamide/therapeutic use
- Vincristine/therapeutic use
- Doxorubicin/therapeutic use
- Prednisone/therapeutic use
- Rituximab/therapeutic use
- Male
- Female
- Middle Aged
- B-Cell Activating Factor/genetics
- B-Cell Activating Factor/metabolism
- Biomarkers, Tumor/genetics
- Prognosis
- Adult
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- Aged
- Receptors, Fc/genetics
- Receptors, Fc/metabolism
- Gene Expression Regulation, Neoplastic
- Kaplan-Meier Estimate
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Affiliation(s)
- Hiba S. Al-Amodi
- Biochemistry Department, Faculty of Medicine, Umm Al-Qura University, Makkah 21955, Saudi Arabia;
| | - Hanan M. Bedair
- Clinical Pathology Department, National Liver Institute, Menoufia University, Menofia 32511, Egypt;
| | - Suzy Gohar
- Clinical Oncology and Nuclear Medicine Department, Faculty of Medicine, Menoufia University, Menofia 32511, Egypt;
| | - Dalia Abdel-Wahab Mohamed
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Ain Shams University, Cairo 11381, Egypt;
| | - Eman M. Abd El Gayed
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Menoufia University, Menofia 32511, Egypt;
| | - Mahmoud Nazih
- Al Ryada University for Science and Technology (RST), ElMehwar ElMarkazy-2, Cairo—Alex Desert RD K92, Sadat City 16504, Egypt;
- Scientific Office, Egyptian Society of Pharmacogenomics and Personalized Medicine (ESPM), Cairo, Egypt
- Faculty of Pharmacy, Ahram Canadian University (ACU), 6th of October City, Giza 12566, Egypt
| | - Sahar Badr Hassan
- Department of Clinical Pharmacy, Faculty of Pharmacy, Assiut University, Assiut 71526, Egypt;
| | - Eman S. Sawan
- Department of Clinical Pharmacy, Faculty of Pharmacy, Badr University in Cairo (BUC), Badr, Cairo 11828, Egypt;
| | - Esraa Elsayed Elmahdy
- Medical Microbiology and Immunology Department, Faculty of Medicine, Menoufia University, Menofia 32511, Egypt;
| | - Asmaa Mosbeh
- Fellow at Pathology Department, National Liver Institute, Menoufia University, Menofia 32511, Egypt;
| | - Alaa Efat
- Hematology Department, Faculty of Medicine, Menoufia University, Menofia 32511, Egypt;
| | - Shimaa Abdelsattar
- Clinical Biochemistry and Molecular Diagnostics Department, National Liver Institute, Menoufia University, Menofia 32511, Egypt
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3
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Liu Y, Zhang H, Zhao S, Zhang Y. A retrospective analysis of the clinicopathological features and prognostic value of MAPK12 protein expression in diffuse large B-cell lymphoma. Clin Transl Oncol 2024; 26:2966-2978. [PMID: 38773060 PMCID: PMC11564284 DOI: 10.1007/s12094-024-03515-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Accepted: 05/03/2024] [Indexed: 05/23/2024]
Abstract
PURPOSE Mitogen-activated protein kinase 12 (MAPK12), also known as p38γ, is a member of the p38 MAPK family and plays a crucial role in tumor occurrence and invasion. However, there is still uncertainty regarding MAPK12 involvement in diffuse large B-cell lymphoma (DLBCL). METHODS Our study investigated the expression of MAPK12 mRNA in various types of cancer using bioinformatic analysis. Furthermore, we performed immunohistochemistry (IHC) to detect the expression of MAPK12 in patients with DLBCL and compared clinical indicators and survival rates. RESULTS We found that the high expression rate of MAPK12 was 43.1% in DLBCL patients. Several clinical indicators, including IPI scores, Hans classifications, LDH levels, and Ki-67 expression were closely associated with MAPK12 expression. Survival analysis revealed that higher expression of MAPK12 was significantly correlated with shorter progression-free survival (PFS) and overall survival (OS) in DLBCL patients. In addition, both univariate and multivariate analyses revealed IPI score, MAPK12 expression, and rituximab use as the independent OS risk factors (P < 0.05). To explore the functional role of MAPK12 in DLBCL, weighted gene co-expression network analysis (WGCNA) and gene ontology (GO) were used to confirm the involvement of MAPK12 in the regulation of type II interferon production, positive regulation of lymphocyte proliferation, and other related biological processes. CONCLUSION DLBCL patients have poor prognoses when MAPK12 levels are high, which is expected to be a therapeutic target and prognostic factor.
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MESH Headings
- Humans
- Lymphoma, Large B-Cell, Diffuse/pathology
- Lymphoma, Large B-Cell, Diffuse/metabolism
- Lymphoma, Large B-Cell, Diffuse/mortality
- Lymphoma, Large B-Cell, Diffuse/genetics
- Male
- Female
- Prognosis
- Middle Aged
- Retrospective Studies
- Aged
- Adult
- Survival Rate
- Biomarkers, Tumor/metabolism
- Biomarkers, Tumor/genetics
- Rituximab/therapeutic use
- Progression-Free Survival
- Aged, 80 and over
- Young Adult
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
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Affiliation(s)
- Yue Liu
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
| | - Han Zhang
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
| | - Shu Zhao
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China.
| | - Yue Zhang
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China.
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4
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Xiong W, Li L, Hui X, Liu Y, Li H, Zhang Y, Zhao S. The effect of metabolic syndrome on prognosis of diffuse large B-cell lymphoma. Clin Transl Oncol 2024; 26:2240-2249. [PMID: 38554189 PMCID: PMC11333510 DOI: 10.1007/s12094-024-03438-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 03/04/2024] [Indexed: 04/01/2024]
Abstract
PURPOSE Metabolic syndrome (MetS), characterized by insulin resistance, is closely associated with the prognosis of various cancer types, but has not been reported in diffuse large B-cell lymphoma (DLBCL). The aim of this study is to examine how other clinicopathological variables and the MetS influence the prognosis of DLBCL. METHODS Clinical and pathological data were collected from 319 patients with DLBCL who were admitted to our hospital between January 2012 and December 2020. The data accessible with SPSS 27.0 enables the utilization of various statistical methods for clinical data analysis, including independent sample t test and univariate and multivariate COX regression. RESULTS The presence of MetS was linked to both overall survival (OS) and progression-free survival (PFS), in addition to other clinicopathological characteristics as age, IPI score, rituximab usage, and Ki-67 expression level. This link with OS and PFS indicated a poor prognosis, as shown by survival analysis. Subsequent univariate analysis identified IPI score, Ki-67 expression level, tumor staging, rituximab usage, lactate dehydrogenase expression level, and the presence or absence of MetS as factors linked with OS and PFS. Furthermore, multivariate Cox regression analysis confirmed the independent risk factor status of IPI score, Ki-67 expression level, rituximab usage, and the presence of MetS in evaluating the prognosis of patients with DLBCL. CONCLUSION This study's findings indicate that patients with pre-treatment MetS had a poor prognosis, with relatively shorter OS and PFS compared to those without pre-treatment MetS. Furthermore, the presence of MetS, IPI score, Ki-67 expression level, and rituximab usage were identified as independent risk factors significantly affecting the prognosis of DLBCL.
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Affiliation(s)
- Wenjing Xiong
- Department of Clinical Oncology, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, China
| | - Liru Li
- Department of Clinical Oncology, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, China
| | - Xue Hui
- Department of Clinical Oncology, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, China
| | - Yue Liu
- Department of Clinical Oncology, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, China
| | - Hongbin Li
- Department of Clinical Oncology, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, China
| | - Yue Zhang
- Department of Clinical Oncology, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, China.
| | - Shu Zhao
- Department of Clinical Oncology, Harbin Medical University Cancer Hospital, 150 Haping Road, Harbin, 150040, China.
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5
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Liu Y, Ma X, Wu X, Hou X, Jin W, Fu L, Xun X, Yu Y, Shen Z. Zanubrutinib is effective in non-germinal-center B-cell-like diffuse large B-cell lymphoma with mutated CD79B, high TCL1A expression, or over- expressed MYC/BCL-2. Leuk Lymphoma 2024; 65:1079-1089. [PMID: 38775302 DOI: 10.1080/10428194.2024.2343779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Accepted: 02/21/2024] [Indexed: 07/24/2024]
Abstract
To evaluate the effects of gene mutations on Bruton tyrosine kinase inhibitor, zanubrutinib's effectiveness in patients with diffuse large B-cell lymphoma (DLBCL), we examined pooled data from four single-arm studies (BGB-3111-AU-003 [NCT02343120], BGB-3111-207 [NCT03145064], BGB-3111_GA101_Study_001 [NCT02569476], BGB-3111-213 [NCT03520920]; n = 121). Objective response rate (ORR) was higher, though not statistically significant, in patients with activated B-cell-like (ABC)- and unclassified DLBCL (42.9% [21/49]) versus those with germinal-center B-cell-like DLBCL (14.3% [1/7]; p = 0.15). Patients with CD79B mutations had better ORR (60%) versus patients with wild-type alleles (25.9%, p < 0.01). Higher TCL1A expression correlated with better zanubrutinib response (p = 0.03), longer progression-free survival (p = 0.01), and longer overall survival (p = 0.12). TCL1A expression was higher in ABC-DLBCL (p < 0.001) and MYD88/CD79B-mutated subtypes (p < 0.0001). Eighteen patients with high MYC/BCL-2 expression responded better to zanubrutinib (ORR = 61 vs. 29%, p = 0.02). Our results support assessing CD79B mutations, co-expressor DLBCL, and TCL1A expression status to identify patients with DLBCL who will benefit from zanubrutinib.
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MESH Headings
- Humans
- Lymphoma, Large B-Cell, Diffuse/drug therapy
- Lymphoma, Large B-Cell, Diffuse/genetics
- Lymphoma, Large B-Cell, Diffuse/mortality
- Lymphoma, Large B-Cell, Diffuse/pathology
- Mutation
- Proto-Oncogene Proteins c-bcl-2/genetics
- Middle Aged
- Female
- Male
- Aged
- Pyrimidines/therapeutic use
- Proto-Oncogene Proteins c-myc/genetics
- Proto-Oncogene Proteins c-myc/metabolism
- CD79 Antigens/genetics
- Proto-Oncogene Proteins/genetics
- Adult
- Piperidines/therapeutic use
- Pyrazoles/therapeutic use
- Aged, 80 and over
- Protein Kinase Inhibitors/therapeutic use
- Protein Kinase Inhibitors/pharmacology
- Antineoplastic Agents/therapeutic use
- Gene Expression Regulation, Neoplastic/drug effects
- Treatment Outcome
- Germinal Center/pathology
- Germinal Center/metabolism
- Germinal Center/drug effects
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Affiliation(s)
- Yang Liu
- BeiGene (Shanghai) Co., Ltd., Shanghai, China
| | | | - Xikun Wu
- BeiGene (Shanghai) Co., Ltd., Shanghai, China
| | | | - Wei Jin
- BeiGene (Beijing) Co., Ltd., Beijing, China
| | - Lina Fu
- BeiGene (Beijing) Co., Ltd., Beijing, China
| | - Xiaolei Xun
- BeiGene (Shanghai) Co., Ltd., Shanghai, China
| | - Yiling Yu
- BeiGene (Shanghai) Co., Ltd., Shanghai, China
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6
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Warnnissorn N, Kanitsap N, Niparuck P, Boonsakan P, Kulalert P, Limvorapitak W, Bhoopat L, Saengboon S, Suriyonplengsaeng C, Chantrathammachart P, Puavilai T, Chuncharunee S. Adding MYC/BCL2 double expression to NCCN-IPI may not improve prognostic value to an acceptable level. Blood Res 2024; 59:2. [PMID: 38485822 PMCID: PMC10903517 DOI: 10.1007/s44313-024-00006-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Accepted: 01/10/2024] [Indexed: 03/18/2024] Open
Abstract
BACKGROUND MYC/BCL2 double expression (DE) is associated with poor prognosis in patients with diffuse large B-cell lymphoma (DLBCL) receiving rituximab, cyclophosphamide, doxorubicin, vincristine, and prednisolone (R-CHOP). This study aimed to determine whether the addition of DE to the National Comprehensive Cancer Network Internal Prognostic Index (NCCN-IPI) could improve the prediction of disease progression in patients with DLBCL treated with R-CHOP. METHODS This confirmatory prognostic factor study retrospectively recruited patients with newly diagnosed DLBCL between January 1, 2014, and January 31, 2018, at Ramathibodi Hospital (RA) and Thammasat University Hospital (TU). The follow-up period ended on July 1, 2022. Tumors expressing MYC ≥ 40% and BCL2 ≥ 50% were classified as DE. We calculated the hazard ratios (HR) for progression-free survival (PFS) from the date of diagnosis to refractory disease, relapse, or death. Discrimination of the 5-year prediction was based on Cox models using Harrell's concordance index (c-index). RESULTS A total of 111 patients had DE (39%), NCCN-IPI (8%), and disease progression (46%). The NCCN-IPI adjusted HR of DE was 1.6 (95% confidence interval [CI]: 0.9-2.8; P = 0.117). The baseline NCCN-IPI c-index was 0.63. Adding DE to the NCCN-IPI slightly increased Harrell's concordance index (c-index) to 0.66 (P = 0.119). CONCLUSIONS Adding DE to the NCCN-IPI may not improve the prognostic value to an acceptable level in resource-limited settings. Multiple independent confirmatory studies from a large cohort of lymphoma registries have provided additional evidence for the clinical utility of DE.
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Affiliation(s)
- Naree Warnnissorn
- Department of Pathology, Faculty of Medicine, Thammasat University, Pathumthani, Thailand.
| | - Nonglak Kanitsap
- Division of Hematology, Department of Medicine, Faculty of Medicine, Thammasat University, Pathumthani, Thailand
| | - Pimjai Niparuck
- Division of Hematology, Department of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Paisarn Boonsakan
- Department of Pathology, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Prapasri Kulalert
- Department of Clinical Epidemiology, Faculty of Medicine, Thammasat University, Pathumthani, Thailand
| | - Wasithep Limvorapitak
- Division of Hematology, Department of Medicine, Faculty of Medicine, Thammasat University, Pathumthani, Thailand
| | - Lantarima Bhoopat
- Division of Hematology, Department of Medicine, Faculty of Medicine, Thammasat University, Pathumthani, Thailand
| | - Supawee Saengboon
- Division of Hematology, Department of Medicine, Faculty of Medicine, Thammasat University, Pathumthani, Thailand
| | | | - Pichika Chantrathammachart
- Division of Hematology, Department of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Teeraya Puavilai
- Division of Hematology, Department of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Suporn Chuncharunee
- Division of Hematology, Department of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
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7
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Wang N, Mo Z, Pan L, Zhou M, Ye X, Liu X, Cai X, Qian C, Chen F, Xiong Y, Fan F, Li W. Dual PI3K/HDAC Inhibitor BEBT-908 Exhibits Potent Efficacy as Monotherapy for Primary Central Nervous System Lymphoma. Target Oncol 2023; 18:941-952. [PMID: 37855991 DOI: 10.1007/s11523-023-01006-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/02/2023] [Indexed: 10/20/2023]
Abstract
BACKGROUND The efficacy of systemic treatment for primary central nervous system lymphoma (PCNSL) is limited because of the blood-brain barrier (BBB) and the ineffectiveness of chemotherapy. The dual PI3K/HDAC inhibitor BEBT-908 has exhibited favorable in vivo distribution and activity in various cancers. OBJECTIVES The aims of this study were to assess the efficacy of BEBT-908 in brain orthotopic mouse models of hematological malignancies, to investigate its pharmacologic properties, and to elucidate the underlying mechanism of action. METHODS We evaluated the anticancer activity of BEBT-908 in various hematological malignancies through cell viability assays. The impact of BEBT-908 on c-Myc expression and ferroptosis signaling pathways was assessed using Western blotting, qPCR, ROS detection, GSH/GSSG detection, and IHC. Pharmacokinetic and pharmacodynamic profiles were assessed through LC-MS/MS and Western blotting. The effects of BEBT-908 in vivo were examined using xenografts and brain orthotopic mouse models. RESULTS Our findings demonstrate that BEBT-908 exhibits promising anti-tumor activity in vitro and in vivo across multiple subtypes of hematological malignancies. Furthermore, BEBT-908 exhibits excellent BBB penetration and inhibits tumor growth in a brain orthotopic lymphoma model with prolonged survival of host mice. Mechanistically, BEBT-908 downregulated c-Myc expression, which contributed to ferroptosis, ultimately leading to tumor shrinkage. CONCLUSION Our study provides robust evidence for the dual PI3K/HDAC inhibitor BEBT-908 as an effective anti-cancer agent for PCNSL.
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Affiliation(s)
- Ning Wang
- Guangdong Provincial People's Hospital Affiliated to Southern Medical University, Guangdong Academy of Medical Sciences, No. 123 Huifu West Road, Guangzhou, 510080, Guangdong, China
- School of Medicine, South China University of Technology, Guangzhou, China
| | - Zhenxian Mo
- Guangzhou BeBetter Med Inc., No. 25 Yayingshi Road, Guangzhou, 510660, Guangdong, China
- College of Life Science and Technology, Jinan University, 601 Huangpu Avenue West, Guangzhou, China
| | - Lu Pan
- Guangdong Provincial People's Hospital Affiliated to Southern Medical University, Guangdong Academy of Medical Sciences, No. 123 Huifu West Road, Guangzhou, 510080, Guangdong, China
- School of Medicine, South China University of Technology, Guangzhou, China
| | - Minhua Zhou
- Guangzhou BeBetter Med Inc., No. 25 Yayingshi Road, Guangzhou, 510660, Guangdong, China
| | - Xiaolan Ye
- Guangzhou BeBetter Med Inc., No. 25 Yayingshi Road, Guangzhou, 510660, Guangdong, China
| | - Xinjian Liu
- Guangzhou BeBetter Med Inc., No. 25 Yayingshi Road, Guangzhou, 510660, Guangdong, China
| | - Xiong Cai
- Guangzhou BeBetter Med Inc., No. 25 Yayingshi Road, Guangzhou, 510660, Guangdong, China
- Curis, Inc., Lexington, MA, USA
| | - Changgeng Qian
- Guangzhou BeBetter Med Inc., No. 25 Yayingshi Road, Guangzhou, 510660, Guangdong, China
- Curis, Inc., Lexington, MA, USA
| | - Feili Chen
- Guangdong Provincial People's Hospital Affiliated to Southern Medical University, Guangdong Academy of Medical Sciences, No. 123 Huifu West Road, Guangzhou, 510080, Guangdong, China
| | - Yan Xiong
- Guangzhou BeBetter Med Inc., No. 25 Yayingshi Road, Guangzhou, 510660, Guangdong, China
| | - Fushun Fan
- College of Pharmacy, Jinan University, 601 Huangpu Avenue West, Guangzhou, China.
- Guangzhou BeBetter Med Inc., No. 25 Yayingshi Road, Guangzhou, 510660, Guangdong, China.
| | - Wenyu Li
- Guangdong Provincial People's Hospital Affiliated to Southern Medical University, Guangdong Academy of Medical Sciences, No. 123 Huifu West Road, Guangzhou, 510080, Guangdong, China.
- School of Medicine, South China University of Technology, Guangzhou, China.
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8
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Mandić D, Nežić L, Amdžić L, Vojinović N, Gajanin R, Popović M, Đeri J, Balint MT, Dumanović J, Milovanović Z, Grujić-Milanović J, Škrbić R, Jaćević V. Overexpression of MRP1/ABCC1, Survivin and BCRP/ABCC2 Predicts the Resistance of Diffuse Large B-Cell Lymphoma to R-CHOP Treatment. Cancers (Basel) 2023; 15:4106. [PMID: 37627134 PMCID: PMC10452886 DOI: 10.3390/cancers15164106] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 08/05/2023] [Accepted: 08/07/2023] [Indexed: 08/27/2023] Open
Abstract
BACKGROUND Approximately 40% of patients with diffuse large B-cell lymphoma (DLBCL) experience treatment resistance to the first-line R-CHOP regimen. ATP binding cassette (ABC) transporters and survivin might play a role in multidrug resistance (MDR) in various tumors. The aim was to investigate if the coexpression of ABC transporters and survivin was associated with R-CHOP treatment response. METHODS The expression of Bcl-2, survivin, P-glycoprotein/ABCB1, MRP1/ABCC1, and BCRP/ABCC2 was analyzed using immunohistochemistry in tumor specimens obtained from patients with DLBCL, and classified according to the treatment response as Remission, Relapsed, and (primary) Refractory groups. All patients received R-CHOP or equivalent treatment. RESULTS Bcl-2 was in strong positive correlation with clinical parameters and all biomarkers except P-gp/ABCB1. The overexpression of MRP1/ABCC1, survivin, and BCRP/ABCC2 presented as high immunoreactive scores (IRSs) was detected in the Refractory and Relapsed groups (p < 0.05 vs. Remission), respectively, whereas the IRS of P-gp/ABCB1 was low. Significant correlations were found among either MRP1/ABCC1 and survivin or BCRP/ABCC2 in the Refractory and Relapsed groups, respectively. In multiple linear regression analysis, ECOG status along with MRP1/ABCC1 or survivin and BRCP/ABCG2 was significantly associated with the prediction of the R-CHOP treatment response. CONCLUSIONS DLBCL might harbor certain molecular signatures such as MRP1/ABCC1, survivin, and BCRP/ABCC2 overexpression that can predict resistance to R-CHOP.
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Affiliation(s)
- Danijela Mandić
- Department of Hematology, Clinic of Internal Medicine, University Clinical Center Republic of Srpska, 12 Beba, 78000 Banja Luka, Bosnia and Herzegovina;
- Department of Internal Medicine, Faculty of Medicine, University of Banja Luka, Save Mrkalja 14, 78000 Banja Luka, Bosnia and Herzegovina
| | - Lana Nežić
- Department of Pharmacology, Toxicology and Clinical Pharmacology, Faculty of Medicine, University of Banja Luka, Save Mrkalja 14, 78000 Banja Luka, Bosnia and Herzegovina; (L.N.); (R.Š.)
| | - Ljiljana Amdžić
- Center for Biomedical Research, Faculty of Medicine, University of Banja Luka, Save Mrkalja 14, 78000 Banja Luka, Bosnia and Herzegovina; (L.A.); (N.V.)
| | - Nataša Vojinović
- Center for Biomedical Research, Faculty of Medicine, University of Banja Luka, Save Mrkalja 14, 78000 Banja Luka, Bosnia and Herzegovina; (L.A.); (N.V.)
| | - Radoslav Gajanin
- Department of Pathology, Faculty of Medicine, University of Banja Luka, Save Mrkalja 14, 78000 Banja Luka, Bosnia and Herzegovina;
| | - Miroslav Popović
- Department of Gynecology and Obstetrics, Faculty of Medicine, University of Banja Luka, Save Mrkalja 14, 78000 Banja Luka, Bosnia and Herzegovina;
| | - Jugoslav Đeri
- Department of Surgery, Faculty of Medicine, University of Banja Luka, Save Mrkalja 14, 78000 Banja Luka, Bosnia and Herzegovina;
| | - Milena Todorović Balint
- Department of Hematology, Faculty of Medicine, University of Belgrade, 11000 Belgrade, Serbia;
- Clinic of Hematology, University Clinical Center of Serbia, 2 Pasterova, 11000 Belgrade, Serbia
| | - Jelena Dumanović
- Department of Analytical Chemistry, Faculty of Chemistry, University of Belgrade, Studenski trg 16, 11000 Belgrade, Serbia;
- Medical Faculty of the Military Medical Academy, University of Defence, Crnotravska 17, 11000 Belgrade, Serbia
| | - Zoran Milovanović
- Special Police Unit, Ministry of Interior, Trebevićka 12/A, 11030 Belgrade, Serbia;
| | - Jelica Grujić-Milanović
- Institute for Medical Research, National Institute of the Republic of Serbia, Department for Cardiovascular Research, University of Belgrade, Dr. Subotića 4, 11000 Belgrade, Serbia;
| | - Ranko Škrbić
- Department of Pharmacology, Toxicology and Clinical Pharmacology, Faculty of Medicine, University of Banja Luka, Save Mrkalja 14, 78000 Banja Luka, Bosnia and Herzegovina; (L.N.); (R.Š.)
- Center for Biomedical Research, Faculty of Medicine, University of Banja Luka, Save Mrkalja 14, 78000 Banja Luka, Bosnia and Herzegovina; (L.A.); (N.V.)
| | - Vesna Jaćević
- Medical Faculty of the Military Medical Academy, University of Defence, Crnotravska 17, 11000 Belgrade, Serbia
- Department for Experimental Toxicology and Pharmacology, National Poison Control Centre, Military Medical Academy, Crnotravska 17, 11000 Belgrade, Serbia
- Department of Chemistry, Faculty of Science, University of Hradec Kralove, Rokitanskeho 62, 50003 Hradec Kralove, Czech Republic
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9
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Donati G, Nicoli P, Verrecchia A, Vallelonga V, Croci O, Rodighiero S, Audano M, Cassina L, Ghsein A, Binelli G, Boletta A, Mitro N, Amati B. Oxidative stress enhances the therapeutic action of a respiratory inhibitor in MYC-driven lymphoma. EMBO Mol Med 2023:e16910. [PMID: 37158102 DOI: 10.15252/emmm.202216910] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 04/13/2023] [Accepted: 04/21/2023] [Indexed: 05/10/2023] Open
Abstract
MYC is a key oncogenic driver in multiple tumor types, but concomitantly endows cancer cells with a series of vulnerabilities that provide opportunities for targeted pharmacological intervention. For example, drugs that suppress mitochondrial respiration selectively kill MYC-overexpressing cells. Here, we unravel the mechanistic basis for this synthetic lethal interaction and exploit it to improve the anticancer effects of the respiratory complex I inhibitor IACS-010759. In a B-lymphoid cell line, ectopic MYC activity and treatment with IACS-010759 added up to induce oxidative stress, with consequent depletion of reduced glutathione and lethal disruption of redox homeostasis. This effect could be enhanced either with inhibitors of NADPH production through the pentose phosphate pathway, or with ascorbate (vitamin C), known to act as a pro-oxidant at high doses. In these conditions, ascorbate synergized with IACS-010759 to kill MYC-overexpressing cells in vitro and reinforced its therapeutic action against human B-cell lymphoma xenografts. Hence, complex I inhibition and high-dose ascorbate might improve the outcome of patients affected by high-grade lymphomas and potentially other MYC-driven cancers.
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Affiliation(s)
- Giulio Donati
- European Institute of Oncology (IEO) - IRCCS, Milan, Italy
| | - Paola Nicoli
- European Institute of Oncology (IEO) - IRCCS, Milan, Italy
| | | | | | - Ottavio Croci
- Center for Genomic Science of IIT@SEMM, Milan, Italy
| | | | - Matteo Audano
- DiSFeB, Dipartimento di Scienze Farmacologiche e Biomolecolari, Università degli Studi di Milano, Milan, Italy
| | - Laura Cassina
- IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Aya Ghsein
- European Institute of Oncology (IEO) - IRCCS, Milan, Italy
| | - Giorgio Binelli
- Dipartimento di Biotecnologie e Scienze della Vita, Università dell'Insubria, Varese, Italy
| | | | - Nico Mitro
- European Institute of Oncology (IEO) - IRCCS, Milan, Italy
- DiSFeB, Dipartimento di Scienze Farmacologiche e Biomolecolari, Università degli Studi di Milano, Milan, Italy
| | - Bruno Amati
- European Institute of Oncology (IEO) - IRCCS, Milan, Italy
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10
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Hoppe MM, Jaynes P, Shuangyi F, Peng Y, Sridhar S, Hoang PM, Liu CX, De Mel S, Poon L, Chan EHL, Lee J, Ong CK, Tang T, Lim ST, Nagarajan C, Grigoropoulos NF, Tan SY, Hue SSS, Chang ST, Chuang SS, Li S, Khoury JD, Choi H, Harris C, Bottos A, Gay LJ, Runge HF, Moutsopoulos I, Mohorianu I, Hodson DJ, Farinha P, Mottok A, Scott DW, Pitt JJ, Chen J, Kumar G, Kannan K, Chng WJ, Chee YL, Ng SB, Tripodo C, Jeyasekharan AD. Patterns of Oncogene Coexpression at Single-Cell Resolution Influence Survival in Lymphoma. Cancer Discov 2023; 13:1144-1163. [PMID: 37071673 PMCID: PMC10157367 DOI: 10.1158/2159-8290.cd-22-0998] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 12/29/2022] [Accepted: 02/13/2023] [Indexed: 04/19/2023]
Abstract
Cancers often overexpress multiple clinically relevant oncogenes, but it is not known if combinations of oncogenes in cellular subpopulations within a cancer influence clinical outcomes. Using quantitative multispectral imaging of the prognostically relevant oncogenes MYC, BCL2, and BCL6 in diffuse large B-cell lymphoma (DLBCL), we show that the percentage of cells with a unique combination MYC+BCL2+BCL6- (M+2+6-) consistently predicts survival across four independent cohorts (n = 449), an effect not observed with other combinations including M+2+6+. We show that the M+2+6- percentage can be mathematically derived from quantitative measurements of the individual oncogenes and correlates with survival in IHC (n = 316) and gene expression (n = 2,521) datasets. Comparative bulk/single-cell transcriptomic analyses of DLBCL samples and MYC/BCL2/BCL6-transformed primary B cells identify molecular features, including cyclin D2 and PI3K/AKT as candidate regulators of M+2+6- unfavorable biology. Similar analyses evaluating oncogenic combinations at single-cell resolution in other cancers may facilitate an understanding of cancer evolution and therapy resistance. SIGNIFICANCE Using single-cell-resolved multiplexed imaging, we show that selected subpopulations of cells expressing specific combinations of oncogenes influence clinical outcomes in lymphoma. We describe a probabilistic metric for the estimation of cellular oncogenic coexpression from IHC or bulk transcriptomes, with possible implications for prognostication and therapeutic target discovery in cancer. This article is highlighted in the In This Issue feature, p. 1027.
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Affiliation(s)
- Michal Marek Hoppe
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Patrick Jaynes
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Fan Shuangyi
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Yanfen Peng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Shruti Sridhar
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Phuong Mai Hoang
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Clementine Xin Liu
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
| | - Sanjay De Mel
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Limei Poon
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Esther Hian Li Chan
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Joanne Lee
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Choon Kiat Ong
- Division of Cellular and Molecular Research, National Cancer Centre Singapore, Singapore, Singapore
| | - Tiffany Tang
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Soon Thye Lim
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | | | | | - Soo-Yong Tan
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Susan Swee-Shan Hue
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Sheng-Tsung Chang
- Department of Pathology, Chi-Mei Medical Center, Tainan City, Taiwan
| | - Shih-Sung Chuang
- Department of Pathology, Chi-Mei Medical Center, Tainan City, Taiwan
| | - Shaoying Li
- Department of Hematopathology, Division of Pathology and Laboratory Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Joseph D. Khoury
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska
| | - Hyungwon Choi
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Carl Harris
- F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | | | - Laura J. Gay
- Wellcome MRC Cambridge Stem Cell Institute, Cambridge, United Kingdom
| | | | | | - Irina Mohorianu
- Wellcome MRC Cambridge Stem Cell Institute, Cambridge, United Kingdom
| | - Daniel J. Hodson
- Wellcome MRC Cambridge Stem Cell Institute, Cambridge, United Kingdom
| | | | - Anja Mottok
- BC Cancer Research Centre, Vancouver, Canada
| | | | - Jason J. Pitt
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore
| | - Jinmiao Chen
- Singapore Immunology Network, Agency for Science, Technology and Research, Singapore, Singapore
| | - Gayatri Kumar
- Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Kasthuri Kannan
- Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Wee Joo Chng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Yen Lin Chee
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Siok-Bian Ng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Claudio Tripodo
- Tumor Immunology Unit, University of Palermo, Palermo, Italy
- IFOM ETS – The AIRC Institute of Molecular Oncology, Milan, Italy
| | - Anand D. Jeyasekharan
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Haematology-Oncology, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
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11
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Kamran DES, Hussain M, Mirza T. Investigating In Situ Expression of c-MYC and Candidate Ubiquitin-Specific Proteases in DLBCL and Assessment for Peptidyl Disruptor Molecule against c-MYC-USP37 Complex. Molecules 2023; 28:molecules28062441. [PMID: 36985413 PMCID: PMC10058055 DOI: 10.3390/molecules28062441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 03/02/2023] [Accepted: 03/05/2023] [Indexed: 03/30/2023] Open
Abstract
Diffuse Large B-Cell Lymphoma (DLBCL) is the most common form of non-Hodgkin's lymphoma (NHL). Elevated expression of c-MYC in DLBCL is associated with poor prognosis of the disease. In different cancers, c-MYC has been found regulated by different ubiquitin-specific proteases (USPs), but to date, the role of USPs in c-MYC regulation has not been investigated in DLBCL. In this study, in situ co expression of c-MYC and three candidates USPs, USP28, USP36 and USP37, have been investigated in both the ABC and GCB subtypes of DLBCL. This shows that USP37 expression is positively correlated with the c-MYC expression in the ABC subtype of DLBCL. Structurally, both c-MYC and USP37 has shown large proportion of intrinsically disordered regions, minimizing their chances for full structure crystallization. Peptide array and docking simulations has shown that N-terminal region of c-MYC interacts directly with residues within and in proximity of catalytically active C19 domain of the USP37. Given the structural properties of the interaction sites in the c-MYC-USP37 complex, a peptidyl inhibitor has been designed. Molecular docking has shown that the peptide fits well in the targeted site of c-MYC, masking most of its residues involved in the binding with USP37. The findings could further be exploited to develop therapeutic interventions against the ABC subtype of DLBCL.
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Affiliation(s)
- Durr E Sameen Kamran
- Department of Pathology, Dow Ishrat-ul-Ebad Khan Institute of Oral Health Sciences, Dow University of Health Sciences, Karachi 75330, Pakistan
- Bioinformatics and Molecular Medicine Research Group, Dow Research Institute of Biotechnology and Biomedical Sciences, Dow College of Biotechnology, Dow University of Health Sciences, Karachi 75330, Pakistan
| | - Mushtaq Hussain
- Bioinformatics and Molecular Medicine Research Group, Dow Research Institute of Biotechnology and Biomedical Sciences, Dow College of Biotechnology, Dow University of Health Sciences, Karachi 75330, Pakistan
| | - Talat Mirza
- Department of Research, Ziauddin University, Karachi 75000, Pakistan
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12
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Cerón R, Martínez A, Ramos C, De la Cruz A, García A, Mendoza I, Palmeros G, Montaño Figueroa EH, Navarrete J, Jiménez-Morales S, Martinez-Murillo C, Olarte I. Overexpression of BCL2, BCL6, VEGFR1 and TWIST1 in Circulating Tumor Cells Derived from Patients with DLBCL Decreases Event-Free Survival. Onco Targets Ther 2022; 15:1583-1595. [PMID: 36606244 PMCID: PMC9809418 DOI: 10.2147/ott.s386562] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 12/08/2022] [Indexed: 12/31/2022] Open
Abstract
Purpose Diffuse large B-cell lymphoma (DLBCL) is a heterogeneous malignant lymphoid neoplasm and is the most common subtype of non-Hodgkin lymphoma in adults. More than half of patients with DLBCL can achieve remission with standard R-CHOP regimes; however, approximately 30-40% of patients are still failing this standard therapy, which remains as an important cause of progression and mortality of this disease. It is necessary to have diagnostic and monitoring tools that allow us to improve the accuracy of prognosis in these patients. Circulating tumor cells (CTCs) identification through molecular biomarkers is one of the novel strategies that have been used in other types of cancer, and we aim to use this tool to analyze the potential role in DLBCL. Patients and Methods We analyzed 138 blood samples of patients with DLBCL, of which CTCs were isolated by density gradient for subsequent detection and quantitation of molecular biomarkers using RT-qPCR with TaqMan probes. Survival analysis was performed using Kaplan-Meier curves. Results We found overexpression of ABCB1, αSMA, BCL2, BCL6 and VEGFR1 genes, as well as the presence of CK19, EpCAM, KI67, MAGE-A4, SNAIL and TWIST1 genes. CK19 and EpCAM expression were associated with a minor OS (85.7% vs 98.1%, p = 0.002). The overexpression of BCL2, BCL6, VEGFR1 and TWIST1 was related to a minor EFS (p = 0.001). Conclusion This study showed that in liquid biopsies analyzed, the presence of CTCs can be confirmed through molecular biomarkers, and it has an impact on OS and EFs, making this detection useful in the follow-up and prognosis of patients with DLBCL.
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Affiliation(s)
- Rafael Cerón
- Posgrado en Ciencias Biológicas, Biomedicina, UNAM, CDMX, México,Department of Molecular Biology, Hematology Service, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico
| | - Adolfo Martínez
- Department of Molecular Biology, Hematology Service, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico
| | - Christian Ramos
- Department of Medical Hematology, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico
| | - Adrián De la Cruz
- Department of Molecular Biology, Hematology Service, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico
| | - Anel García
- Department of Molecular Biology, Hematology Service, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico
| | - Iveth Mendoza
- Department of Molecular Biology, Hematology Service, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico
| | - Goujon Palmeros
- Department of Molecular Biology, Hematology Service, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico
| | | | - Juan Navarrete
- Department of Hematopathology, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico
| | - Silvia Jiménez-Morales
- Laboratory of Cancer Genomics, National Institute of Genomic Medicine, Mexico City, Mexico
| | - Carlos Martinez-Murillo
- Department of Medical Hematology, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico
| | - Irma Olarte
- Department of Molecular Biology, Hematology Service, Hospital General de México, “Dr. Eduardo Liceaga”, Mexico City, Mexico,Correspondence: Irma Olarte, Dr. Balmis 148, Col. Doctores, Alc. Cuauhtémoc, Mexico City, ZC. 06726, Mexico, Tel +525527892000 Ext. 1609, Email
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13
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Donati G, Amati B. MYC and therapy resistance in cancer: risks and opportunities. Mol Oncol 2022; 16:3828-3854. [PMID: 36214609 PMCID: PMC9627787 DOI: 10.1002/1878-0261.13319] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Revised: 09/08/2022] [Accepted: 10/06/2022] [Indexed: 12/24/2022] Open
Abstract
The MYC transcription factor, encoded by the c-MYC proto-oncogene, is activated by growth-promoting signals, and is a key regulator of biosynthetic and metabolic pathways driving cell growth and proliferation. These same processes are deregulated in MYC-driven tumors, where they become critical for cancer cell proliferation and survival. As other oncogenic insults, overexpressed MYC induces a series of cellular stresses (metabolic, oxidative, replicative, etc.) collectively known as oncogenic stress, which impact not only on tumor progression, but also on the response to therapy, with profound, multifaceted consequences on clinical outcome. On one hand, recent evidence uncovered a widespread role for MYC in therapy resistance in multiple cancer types, with either standard chemotherapeutic or targeted regimens. Reciprocally, oncogenic MYC imparts a series of molecular and metabolic dependencies to cells, thus giving rise to cancer-specific vulnerabilities that may be exploited to obtain synthetic-lethal interactions with novel anticancer drugs. Here we will review the current knowledge on the links between MYC and therapeutic responses, and will discuss possible strategies to overcome resistance through new, targeted interventions.
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Affiliation(s)
- Giulio Donati
- European Institute of Oncology (IEO) – IRCCSMilanItaly
| | - Bruno Amati
- European Institute of Oncology (IEO) – IRCCSMilanItaly
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14
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Moshref Razavi H, Henrie R, Hrynchak M, Minor A. Aggressive B-cell lymphoma with t(3;8)(q27;q24) in an elderly patient. Am J Hematol 2022; 97:986-988. [PMID: 34870872 DOI: 10.1002/ajh.26430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 11/29/2021] [Indexed: 11/12/2022]
Affiliation(s)
- Habib Moshref Razavi
- Division of Hematopathology and Transfusion Medicine Fraser Health Authority New Westminster British Columbia Canada
- Department of Pathology and Laboratory Medicine University of British Columbia Vancouver British Columbia Canada
| | - Ryan Henrie
- Division of Hematology, Department of Medicine University of British Columbia Vancouver British Columbia Canada
| | - Monica Hrynchak
- Department of Cytogenetics, The Royal Columbian Hospital Fraser Health Authority New Westminster British Columbia Canada
| | - Agata Minor
- Department of Cytogenetics, The Royal Columbian Hospital Fraser Health Authority New Westminster British Columbia Canada
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15
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Ahmad E, Ali A, Nimisha, Kumar Sharma A, Apurva, Kumar A, Dar GM, Sumayya Abdul Sattar R, Verma R, Mahajan B, Singh Saluja S. Molecular markers in cancer. Clin Chim Acta 2022; 532:95-114. [DOI: https:/doi.org/10.1016/j.cca.2022.05.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/28/2023]
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16
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Ahmad E, Ali A, Nimisha, Kumar Sharma A, Apurva, Kumar A, Mehdi G, Sumayya Abdul Sattar R, Verma R, Mahajan B, Singh Saluja S. Molecular markers in cancer. Clin Chim Acta 2022; 532:95-114. [DOI: 10.1016/j.cca.2022.05.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 05/31/2022] [Accepted: 05/31/2022] [Indexed: 12/01/2022]
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17
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Voorhees TJ, Epperla N. Identifying aggressive subsets within diffuse large B-cell lymphoma: implications for treatment approach. Expert Rev Anticancer Ther 2022; 22:523-533. [PMID: 35390262 DOI: 10.1080/14737140.2022.2064276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
INTRODUCTION While the majority of patients diagnosed with diffuse large B-cell lymphoma (DLBCL) can be cured with front-line chemoimmunotherapy, a subset of patients with high-risk disease remain challenging to treat. Identification of high-risk DLBCL is important as future therapy options are explored. AREAS COVERED We discuss the clinical, pathologic and molecular risk stratification in DLBCL and how these factors are incorporated into the decision making for the front-line therapy. EXPERT OPINION Clinical and pathological risk stratification has long been the standard for identifying likelihood of future disease progression and overall survival; however, these prediction models lack the granularity of individual patient pathology and response to therapy. Molecular subtypes defined through whole exome sequencing have independent prognostic significance. While identifying molecular drivers of aggressive disease has provided the opportunity to analyze novel therapy combinations with front-line chemoimmunotherapy, only modest benefit has been observed when targeting DLBCL subtypes. Combining clinical, pathologic, and molecular data will likely result in significant improvement in our ability to identify the most aggressive DLBCL subsets. Novel therapies and trial designs will continue to play an important role as we target these at-risk populations in the future.
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Affiliation(s)
- Timothy J Voorhees
- James Comprehensive Cancer Center, Department of Internal Medicine, Division of Hematology, The Ohio State University
| | - Narendranath Epperla
- James Comprehensive Cancer Center, Department of Internal Medicine, Division of Hematology, The Ohio State University
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18
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Pizzi M, Sabattini E, Parente P, Bellan A, Doglioni C, Lazzi S. Gastrointestinal lymphoproliferative lesions: a practical diagnostic approach. Pathologica 2021; 112:227-247. [PMID: 33179624 PMCID: PMC7931576 DOI: 10.32074/1591-951x-161] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 06/29/2020] [Indexed: 12/15/2022] Open
Abstract
The gastrointestinal tract (GI) is the primary site of lymphoproliferative lesions, spanning from reactive lymphoid hyperplasia to overt lymphoma. The diagnosis of these diseases is challenging and an integrated approach based on clinical, morphological, immunohistochemical and molecular data is needed. To reach to confident conclusions, a stepwise approach is highly recommended. Histological evaluation should first assess the benign versus neoplastic nature of a given lymphoid infiltrate. Morphological and phenotypic analyses should then be applied to get to a definite diagnosis. This review addresses the key histological features and diagnostic workup of the most common GI non-Hodgkin lymphomas (NHLs). Differential diagnoses and possible pitfalls are discussed by considering distinct groups of lesions (i.e. small to medium B-cell NHLs; medium to large B-cell NHLs; T-cell NHLs; and mimickers of Hodgkin lymphoma). The key clinical and epidemiological features of each entity are also described.
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Affiliation(s)
- Marco Pizzi
- General Pathology and Cytopathology Unit, Department of Medicine - DIMED, University of Padova, Italy
| | - Elena Sabattini
- Hematopathology Unit, Sant'Orsola University Hospital, Bologna (BO), Italy
| | - Paola Parente
- Pathology Unit, Fondazione IRCCS Ospedale Casa Sollievo della Sofferenza, San Giovanni Rotondo (FG), Italy
| | - Alberto Bellan
- Department of Pathology, ULSS6, Camposampiero Hospital, Camposampiero (PD), Italy
| | - Claudio Doglioni
- Department of Pathology, University Vita-Salute San Raffaele, IRCCS San Raffaele Hospital, Milano, Italy
| | - Stefano Lazzi
- Department of Medical Biotechnology, Section of Pathology, University of Siena, Italy
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19
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He MY, Kridel R. Treatment resistance in diffuse large B-cell lymphoma. Leukemia 2021; 35:2151-2165. [PMID: 34017074 DOI: 10.1038/s41375-021-01285-3] [Citation(s) in RCA: 60] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Revised: 04/21/2021] [Accepted: 05/05/2021] [Indexed: 01/29/2023]
Abstract
Diffuse large B-cell lymphoma (DLBCL) is a highly heterogeneous disease and represents the most common subtype of lymphoma. Although 60-70% of all patients can be cured by the current standard of care in the frontline setting, the majority of the remaining patients will experience treatment resistance and have a poor clinical outcome. Numerous efforts have been made to improve the efficacy of the standard regimen by, for example, dose intensification or adding novel agents. However, these results generally failed to demonstrate significant clinical benefits. Hence, understanding treatment resistance is a pressing need to optimize the outcome of those patients. In this Review, we first describe the conceptual sources of treatment resistance in DLBCL and then provide detailed and up-to-date molecular insight into the mechanisms of resistance to the current treatment options in DLBCL. We lastly highlight the potential strategies for rationally managing treatment resistance from both the preventive and interventional perspectives.
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Affiliation(s)
- Michael Y He
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Robert Kridel
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada. .,Institute of Medical Science, University of Toronto, Toronto, ON, Canada. .,Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
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20
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Abstract
Diffuse large B-cell lymphoma (DLBCL) is a heterogeneous entity, and cell surface cluster of differentiation (CD) 5 expression may represent a distinct subset. Here, we provide a narrative review of CD5+ DLBCL to understand its clinical implications. Between 5-10% of DLBCL express CD5, making it an uncommon subset. Studies have variably shown that CD5+ DLBCL may be associated with increased age, high lactate dehydrogenase, B symptoms, extra-nodal sites, higher International Prognostic Index score, and advanced stage. CD5+ DLBCLs are more likely to express Bcl-2, MYC, and MUM1; a large proportion exhibit an activated B-cell (ABC)-like phenotype. The balance of studies generally supports an independent prognostic value of CD5 in DLBCL While more aggressive first-line regimens have been advocated for CD5+ DLBCL, including dose-adjusted R-EPOCH and autologous stem cell transplant, evidence to support these approaches is lacking; further study is warranted to identify the optimal treatment strategy for this disease entity.
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Affiliation(s)
- Urshila Durani
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN, USA.,Department of Hematology and Hematopoietic Cell Transplantation, City of Hope National Medical Center, Duarte, CA, USA
| | - Stephen M Ansell
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN, USA
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21
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Hwang J, Suh C, Kim K, Kim H, Kim AI, Craig JW, Chen KX, Roberson J, Guenette JP, Huang RY. The Incidence and Treatment Response of Double Expression of MYC and BCL2 in Patients with Diffuse Large B-Cell Lymphoma: A Systematic Review and Meta-Analysis. Cancers (Basel) 2021; 13:3369. [PMID: 34282799 PMCID: PMC8268769 DOI: 10.3390/cancers13133369] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Revised: 07/02/2021] [Accepted: 07/02/2021] [Indexed: 12/15/2022] Open
Abstract
MYC/BCL2 protein co-expression (i.e., double expressor) has been shown to be a negative predictor of outcome in diffuse large B-cell lymphoma (DLBCL). We aimed to establish the incidence of double expressor status in patients with de novo DLBCL and identify the predictive value of this biomarker on treatment response through systematic review and meta-analysis. PubMed and Embase were searched for studies published through December 2019 that reported proportions of double expressor DLBCL. The pooled proportions of MYC and BCL2 expression, both alone and in combination, were computed using the inverse variance method for calculating weights and by the DerSimonian-Laird method. The pooled odds ratios (ORs) of complete remission (CR) rate were calculated, and meta-regression analysis was conducted to explore heterogeneity. Forty-one studies (7054 patients) were included. The pooled incidence of double expressor status in DLBCL was 23% (95% confidence interval [CI], 20-26%), with an adjusted estimate of 31% (95% CI, 27-36%). Neither MYC/BCL2 protein cutoff values, race, mean, or median age of included patients, or overall study quality was a significant factor of heterogeneity (p ≥ 0.20). Cases without double expressor status demonstrated a higher probability of CR to rituximab, cyclophosphamide, doxorubicin, vincristine, and prednisone treatment (OR, 2.69; 95% CI, 1.55-4.67). Our results reaffirm the predictive power of this important biomarker.
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Affiliation(s)
- Jisun Hwang
- Department of Radiology, Dongtan Sacred Heart Hospital, Hallym University Medical Center, 7, Keunjaebong-gil, Hwaseong-si 18450, Gyeonggi-do, Korea;
| | - Chonghyun Suh
- Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Olympic-ro 33, Seoul 05505, Korea; (K.K.); (H.K.)
| | - Kyungwon Kim
- Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Olympic-ro 33, Seoul 05505, Korea; (K.K.); (H.K.)
| | - Hosung Kim
- Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Olympic-ro 33, Seoul 05505, Korea; (K.K.); (H.K.)
| | - Austin I. Kim
- Center for Hematologic Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA;
| | - Jeffrey W. Craig
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, BC V5Z 4E6, Canada;
| | - Ke Xun Chen
- Division of Neuroradiology, Brigham and Women’s Hospital, Dana-Farber Cancer Institute, Harvard Medical School, 75 Francis Street, Boston, MA 02115, USA; (K.X.C.); (J.R.); (J.P.G.); (R.Y.H.)
| | - Joel Roberson
- Division of Neuroradiology, Brigham and Women’s Hospital, Dana-Farber Cancer Institute, Harvard Medical School, 75 Francis Street, Boston, MA 02115, USA; (K.X.C.); (J.R.); (J.P.G.); (R.Y.H.)
| | - Jeffrey P. Guenette
- Division of Neuroradiology, Brigham and Women’s Hospital, Dana-Farber Cancer Institute, Harvard Medical School, 75 Francis Street, Boston, MA 02115, USA; (K.X.C.); (J.R.); (J.P.G.); (R.Y.H.)
| | - Raymond Y. Huang
- Division of Neuroradiology, Brigham and Women’s Hospital, Dana-Farber Cancer Institute, Harvard Medical School, 75 Francis Street, Boston, MA 02115, USA; (K.X.C.); (J.R.); (J.P.G.); (R.Y.H.)
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22
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Yang X, Chen S, Qi Y, Xu XY, Guan X, Yang YC, Liu YX, Guo YH, Gong WC, Gao YN, Wang XH, Li W, Li LF, Fu K, Zhang HL, Meng B. [Research of prognostic immunophenotypes in 163 patients of diffuse large B-cell lymphoma]. ZHONGHUA XUE YE XUE ZA ZHI = ZHONGHUA XUEYEXUE ZAZHI 2021; 42:487-494. [PMID: 34384155 PMCID: PMC8295611 DOI: 10.3760/cma.j.issn.0253-2727.2021.06.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Objective: To screen and analyze the prognostic protein biomarkers of DLBCL, and to explore their value in the prognostic evaluation. Methods: 163 cases of confirmed DLBCLs from January 2011 to December 2016 were collected with their clinical, pathological and follow-up data, which were all from our hospital. The expression of protein markers were tested using immunohistochemical staining (IHC) . The immune phenotypes independent of the International Prognostic Index (IPI) that affect overall survival (OS) and progression-free survival (PFS) of DLBCL were explored by COX regression model, and the effect of their co-expression on the prognosis were also analyzed. Result: BCL6 negative (PFS: HR=1.652, 95%CI 1.030-2.649, P=0.037) , P53 positive (OS: HR=1.842, 95%CI 1.008-3.367, P=0.047) , and BCL2 strong positive expressions (S+) (OS: HR=2.102, 95%CI 1.249-3.537, P=0.005; PFS: HR=2.126, 95%CI 1.312-3.443, P=0.002) are adverse prognostic factors of DLBCL that are independent of IPI. BCL6(-) (PFS: HR=2.042, 95%CI 1.021-4.081, P=0.043) , P53(+) (OS: HR=3.069, 95%CI 1.244-7.569, P=0.015) and BCL2(S+) (OS: HR=2.433, 95%CI 1.165-5.082, P=0.018; PFS: HR=3.209, 95%CI 1.606-6.410, P=0.001) are adverse prognostic factors in the group of age≤60-year-old; in the group of IPI score 0-2, cases with BCL6(-) (OS: HR=2.467, 95%CI 1.322-4.604, P=0.005; PFS: HR=2.248, 95%CI 1.275-3.965, P=0.005) and BCL2(S+) (PFS: HR=2.045, 95%CI 1.119-3.735, P=0.020) have worse prognosis. The co-expression of BCL6(-) and BCL2(S+) has significant influence on prognosis of DLBCL (P=0.005 and P<0.001) , in which BCL6(+)/non-BCL2(S+) (n=86) has the best prognosis[3-year-OS (71.6±4.9) %, 3-year-PFS (67.0±5.1) %], and BCL6(-)/BCL2(S+) (n=10) has the worst prognosis[3-year-OS (20.0±12.6) %, 3-year-PFS (10.0±9.5) %]; the co-expression of BCL6(-) and P53(+) has no significant influence on prognosis (P=0.061 and P=0.089) , however, those cases with BCL6(+)/P53(-) (n=98) often get better prognosis[3-year-OS (70.6±4.7) %, 3-year-PFS (64.6±4.9) %] than others; the co-expression of P53(+) and BCL2(S+) has significant influence on prognosis of DLBCL (P<0.001 and P<0.001) , and P53(+)/BCL2(S+) (n=5) has the worst prognosis (3-year-OS and 3-year-PFS are both 0) ; BCL2(S+) cases get shorter OS and PFS, regardless of the expression of BCL6 and P53. Conclusion: The expression and co-expression of BCL6 negative, P53 positive and BCL2(S+) have certain value in the prognostic evaluation of DLBCL, especially in the group of age≤60-year-old and IPI score 0-2.
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Affiliation(s)
- X Yang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - S Chen
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - Y Qi
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - X Y Xu
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - X Guan
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - Y C Yang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - Y X Liu
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - Y H Guo
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - W C Gong
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - Y N Gao
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
| | - X H Wang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Lymphoma, Tianjin Medical University Cancer Institute and Hospital, Tianjin 300060, China
| | - W Li
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Lymphoma, Tianjin Medical University Cancer Institute and Hospital, Tianjin 300060, China
| | - L F Li
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Lymphoma, Tianjin Medical University Cancer Institute and Hospital, Tianjin 300060, China
| | - K Fu
- Department of Pathology, Roswell Park Cancer Institute, Buffalo, New York, USA
| | - H L Zhang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Lymphoma, Tianjin Medical University Cancer Institute and Hospital, Tianjin 300060, China
| | - B Meng
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer; Key Laboratory of Cancer Prevention and Therapy, Tianjin; Tianjin's Clinical Research Center of Cancer, Tianjin 300060, China Department of Pathology, Tianjin Medical University Cancer Institute andHospital, Tianjin 300060, China
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23
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Berendsen MR, Stevens WBC, van den Brand M, van Krieken JH, Scheijen B. Molecular Genetics of Relapsed Diffuse Large B-Cell Lymphoma: Insight into Mechanisms of Therapy Resistance. Cancers (Basel) 2020; 12:E3553. [PMID: 33260693 PMCID: PMC7760867 DOI: 10.3390/cancers12123553] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 11/23/2020] [Accepted: 11/26/2020] [Indexed: 12/13/2022] Open
Abstract
The majority of patients with diffuse large B-cell lymphoma (DLBCL) can be treated successfully with a combination of chemotherapy and the monoclonal anti-CD20 antibody rituximab. Nonetheless, approximately one-third of the patients with DLBCL still experience relapse or refractory (R/R) disease after first-line immunochemotherapy. Whole-exome sequencing on large cohorts of primary DLBCL has revealed the mutational landscape of DLBCL, which has provided a framework to define novel prognostic subtypes in DLBCL. Several studies have investigated the genetic alterations specifically associated with R/R DLBCL, thereby uncovering molecular pathways linked to therapy resistance. Here, we summarize the current state of knowledge regarding the genetic alterations that are enriched in R/R DLBCL, and the corresponding pathways affected by these gene mutations. Furthermore, we elaborate on their potential role in mediating therapy resistance, also in connection with findings in other B-cell malignancies, and discuss alternative treatment options. Hence, this review provides a comprehensive overview on the gene lesions and molecular mechanisms underlying R/R DLBCL, which are considered valuable parameters to guide treatment.
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Affiliation(s)
- Madeleine R. Berendsen
- Department of Pathology, Radboud University Medical Center, 6525GA Nijmegen, The Netherlands; (M.R.B.); (M.v.d.B.); (J.H.v.K.)
- Radboud Institute for Molecular Life Sciences, 6525GA Nijmegen, The Netherlands
| | - Wendy B. C. Stevens
- Department of Hematology, Radboud University Medical Center, 6525GA Nijmegen, The Netherlands;
| | - Michiel van den Brand
- Department of Pathology, Radboud University Medical Center, 6525GA Nijmegen, The Netherlands; (M.R.B.); (M.v.d.B.); (J.H.v.K.)
- Pathology-DNA, Rijnstate Hospital, 6815AD Arnhem, The Netherlands
| | - J. Han van Krieken
- Department of Pathology, Radboud University Medical Center, 6525GA Nijmegen, The Netherlands; (M.R.B.); (M.v.d.B.); (J.H.v.K.)
| | - Blanca Scheijen
- Department of Pathology, Radboud University Medical Center, 6525GA Nijmegen, The Netherlands; (M.R.B.); (M.v.d.B.); (J.H.v.K.)
- Radboud Institute for Molecular Life Sciences, 6525GA Nijmegen, The Netherlands
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24
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Zhang R, Zhu H, Yuan Y, Wang Y, Tian Z. SPAG6 promotes cell proliferation and inhibits apoptosis through the PTEN/PI3K/AKT pathway in Burkitt lymphoma. Oncol Rep 2020; 44:2021-2030. [PMID: 33000212 PMCID: PMC7551011 DOI: 10.3892/or.2020.7776] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Accepted: 08/25/2020] [Indexed: 12/25/2022] Open
Abstract
The main purpose of the present study was to elucidate the role of sperm‑associated antigen 6 (SPAG6) in the occurrence and development of Burkitt lymphoma (BL) and explore the underlying molecular mechanisms. A correlation was observed between the expression of SPAG6 and the prognosis of patients with lymphoma using The Cancer Genome Atlas (TCGA) database analysis. It was demonstrated that the levels of SPAG6 in BL cells were higher compared with that in IM‑9 cells by reverse transcription‑PCR and western blot assays. Moreover, silencing of SPAG6 significantly decreased proliferation and increased apoptosis of Daudi and Raji cells, whereas SPAG6 overexpression exerted the opposite effects on CA46 and NAMALWA cells. When investigating the possible mechanism, it was first observed that the level of phosphatase and tensin homolog (PTEN) protein was significantly increased, while that of phosphorylated (p‑)AKT protein was markedly reduced in the SPAG6‑knockdown group compared with the blank control group in Daudi and Raji cells by western blot analysis. It was further ascertained whether the phosphoinositide 3‑kinase (PI3K)/PTEN/protein kinase B (AKT) pathway mediates the effects of SPAG6 on cell proliferation and apoptosis, and the results demonstrated that silencing of SPAG6 suppressed the viability of Daudi and Raji cells, whereas PTEN knockdown using siRNA or SF1670 (a specific PTEN inhibitor) reversed the inhibitory effect on cell proliferation and the promoting effect on cell apoptosis induced by SPAG6 depletion in vitro as well as in vivo. These data revealed that SPAG6 may promote the proliferation and inhibit the apoptosis of BL cells via the PTEN/PI3K/AKT pathway. The results of the present study suggest that SPAG6 may play a key role in the progression of BL and may be of value as a predictive prognostic biomarker in patients with BL.
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Affiliation(s)
- Rongrong Zhang
- Department of Pediatrics, The Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University, Huaian, Jiangsu 223300, P.R. China
| | - Haiyan Zhu
- Department of Pediatrics, The Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University, Huaian, Jiangsu 223300, P.R. China
| | - Yufang Yuan
- Department of Pediatrics, The Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University, Huaian, Jiangsu 223300, P.R. China
| | - Yun Wang
- Department of Pediatrics, The Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University, Huaian, Jiangsu 223300, P.R. China
| | - Zhaofang Tian
- Department of Pediatrics, The Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University, Huaian, Jiangsu 223300, P.R. China
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25
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Voorhees TJ, Kannan KK, Galeotti J, Grover N, Vaidya R, Moore DT, Montgomery ND, Beaven AW, Dittus C. Identification of high-risk monomorphic post-transplant lymphoproliferative disorder following solid organ transplantation. Leuk Lymphoma 2020; 62:86-94. [PMID: 32933363 DOI: 10.1080/10428194.2020.1821006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Monomorphic post-transplant lymphoproliferative disorder (M-PTLD) occurring after solid organ transplant histologically resembles aggressive non-Hodgkin lymphomas, with diffuse large B-cell lymphoma being the most common. In a cohort of 40 patients with DLBCL-type M-PTLD, inferior progression free survival (PFS) was observed for Revised International Prognostic Index (R-IPI) >2 (p = 0.01) and high-risk pathologic features (p = 0.02), defined by double expressor lymphoma, MYC rearrangement, or increased copy number of either MYC or BCL2. Overall survival (OS) was inferior in R-IPI >2 (p = 0.002) and high-risk pathologic features (p = 0.003). Combining both R-IPI >2 and high-risk pathologic features resulted in well-delineated good, intermediate, and poor risk groups of DLBCL-type M-PTLD with respect to both PFS and OS (p < 0.001). Our results demonstrate a prognostic role for both the R-IPI score and presence of high-risk pathologic features in DLBCL-type M-PTLD.
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Affiliation(s)
- Timothy J Voorhees
- Division of Hematology and Oncology, Department of Internal Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Kavya K Kannan
- Division of Hematology and Oncology, Department of Internal Medicine, Wake Forest University, Winston-Salem, NC, USA
| | - Jonathan Galeotti
- Department of Pathology and Laboratory Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Natalie Grover
- Division of Hematology and Oncology, Department of Internal Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Rakhee Vaidya
- Division of Hematology and Oncology, Department of Internal Medicine, Wake Forest University, Winston-Salem, NC, USA
| | - Dominic T Moore
- Division of Hematology and Oncology, Department of Internal Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Nathan D Montgomery
- Department of Pathology and Laboratory Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Anne W Beaven
- Division of Hematology and Oncology, Department of Internal Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Christopher Dittus
- Division of Hematology and Oncology, Department of Internal Medicine, University of North Carolina, Chapel Hill, NC, USA
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26
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Dwivedi N, Mondal S, P. K. S, T. S, Sachdeva K, Bathula C, K. V, K. S. N, Damodar S, Dhar SK, Das M. Relative quantification of BCL2 mRNA for diagnostic usage needs stable uncontrolled genes as reference. PLoS One 2020; 15:e0236338. [PMID: 32785215 PMCID: PMC7423076 DOI: 10.1371/journal.pone.0236338] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2020] [Accepted: 07/02/2020] [Indexed: 01/21/2023] Open
Abstract
Dysregulation of BCL2 is a pathophysiology observed in haematological malignancies. For implementation of available treatment-options it is preferred to know the relative quantification of BCL2 mRNA with appropriate reference genes. For the choice of reference genes-(i) Reference Genes were selected by assessing variation of >60,000 genes from 4 RNA-seq datasets of haematological malignancies followed by filtering based on their GO biological process annotations and proximity of their chromosomal locations to known disease translocations. Selected genes were experimentally validated across various haematological malignancy samples followed by stability comparison using geNorm, NormFinder, BestKeeper and RefFinder. (ii) 43 commonly used Reference Genes were obtained from literature through extensive systematic review. Levels of BCL2 mRNA was assessed by qPCR normalized either by novel reference genes from this study or GAPDH, the most cited reference gene in literature and compared. The analysis showed PTCD2, PPP1R3B and FBXW9 to be the most unregulated genes across lymph-nodes, bone marrow and PBMC samples unlike the Reference Genes used in literature. BCL2 mRNA level shows a consistent higher expression in haematological malignancy patients when normalized by these novel Reference Genes as opposed to GAPDH, the most cited Reference Gene. These reference genes should also be applicable in qPCR platforms using Taqman probes and other model systems including cell lines and rodent models. Absence of sample from healthy-normal individual in diagnostic cases call for careful selection of Reference Genes for relative quantification of a biomarker by qPCR.BCL2 can be used as molecular diagnostics only if normalized with a set of reference genes with stable yet low levels of expression across different types of haematological malignancies.
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MESH Headings
- Animals
- Biomarkers, Tumor/blood
- Biomarkers, Tumor/genetics
- Biomarkers, Tumor/isolation & purification
- Bone Marrow/pathology
- Cell Line, Tumor
- Datasets as Topic
- Disease Models, Animal
- Feasibility Studies
- Gene Expression Regulation, Neoplastic
- Genes, Essential
- Hematologic Neoplasms/blood
- Hematologic Neoplasms/diagnosis
- Hematologic Neoplasms/genetics
- Hematologic Neoplasms/pathology
- Humans
- Leukocytes, Mononuclear
- Proto-Oncogene Proteins c-bcl-2/blood
- Proto-Oncogene Proteins c-bcl-2/genetics
- Proto-Oncogene Proteins c-bcl-2/isolation & purification
- RNA, Messenger/blood
- RNA, Messenger/genetics
- RNA, Messenger/isolation & purification
- RNA-Seq/standards
- Real-Time Polymerase Chain Reaction/standards
- Reference Standards
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Affiliation(s)
- Nehanjali Dwivedi
- Tumor Immunology Program, MSMF, MSMC, Narayana Health City, Bangalore, India
- MAHE, Manipal, India
| | - Sreejeta Mondal
- Tumor Immunology Program, MSMF, MSMC, Narayana Health City, Bangalore, India
| | - Smitha P. K.
- Tumor Immunology Program, MSMF, MSMC, Narayana Health City, Bangalore, India
| | - Sowmya T.
- Tumor Immunology Program, MSMF, MSMC, Narayana Health City, Bangalore, India
| | - Kartik Sachdeva
- Tumor Immunology Program, MSMF, MSMC, Narayana Health City, Bangalore, India
| | - Christopher Bathula
- Tumor Immunology Program, MSMF, MSMC, Narayana Health City, Bangalore, India
| | - Vishnupriyan K.
- Tumor Immunology Program, MSMF, MSMC, Narayana Health City, Bangalore, India
| | - Nataraj K. S.
- Department of Haematology, MSMF, MSMC, Narayana Health City, Bangalore, India
| | - Sharat Damodar
- Department of Haematology, MSMF, MSMC, Narayana Health City, Bangalore, India
| | - Sujan K. Dhar
- Beyond Antibody, InCite Labs, MSMF, MSMC, Narayana Health City, Bangalore, India
| | - Manjula Das
- Tumor Immunology Program, MSMF, MSMC, Narayana Health City, Bangalore, India
- Beyond Antibody, InCite Labs, MSMF, MSMC, Narayana Health City, Bangalore, India
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27
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Roh J, Cho H, Yoon DH, Hong JY, Lee AN, Eom HS, Lee H, Park WS, Han JH, Jeong SH, Park JS, Pak HK, Kim SW, Kim SY, Suh C, Huh J, Park CS. Quantitative analysis of tumor-specific BCL2 expression in DLBCL: refinement of prognostic relevance of BCL2. Sci Rep 2020; 10:10680. [PMID: 32606309 PMCID: PMC7326926 DOI: 10.1038/s41598-020-67738-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Accepted: 04/15/2020] [Indexed: 11/21/2022] Open
Abstract
BCL2 overexpression has been reported to be associated with poor prognosis in patients with diffuse large B-cell lymphoma (DLBCL). However, currently there is no consensus on the evaluation of BCL2 expression and only the proportion of BCL2 positive cells are evaluated for the determination of BCL2 positivity. This study aimed to define BCL2 positivity by quantitative analysis integrating both the intensity and proportion of BCL2 expression. BCL2 expression of 332 patients (221 patients for the training set and 111 patients for the validation set) with newly diagnosed DLBCL who received R-CHOP (rituximab, cyclophosphamide, doxorubicin, vincristine, and prednisone) were analyzed using the tumor-specific automated quantitative analysis (AQUA) scoring method based on multiplex immunofluorescence. In the training set, high BCL2 AQUA score (N = 86, 38.9%) was significantly associated with poor prognosis (p = 0.01, HR 2.00; 95% CI [1.15–3.49]) independent of international prognostic index, cell of origin, and MYC expression. The poor prognostic impact of the high BCL2 AQUA score was validated in the validation set. AQUA scoring of BCL2 expression incorporating both the intensity and proportion of BCL2 positive cells was independently associated with survival outcomes of patients with primary DLBCL treated with R-CHOP.
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Affiliation(s)
- Jin Roh
- Department of Pathology, Ajou University School of Medicine, Suwon, Republic of Korea
| | - Hyungwoo Cho
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Dok Hyun Yoon
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Jung Yong Hong
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - A-Neum Lee
- Asan Institute for Life Science, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Hyeon Seok Eom
- Center for Hematologic Malignancy, National Cancer Center, Goyang, Republic of Korea
| | - Hyewon Lee
- Center for Hematologic Malignancy, National Cancer Center, Goyang, Republic of Korea
| | - Weon Seo Park
- Center for Hematologic Malignancy, National Cancer Center, Goyang, Republic of Korea
| | - Jae Ho Han
- Department of Pathology, Ajou University School of Medicine, Suwon, Republic of Korea
| | - Seong Hyun Jeong
- Department of Hematology-Oncology, Ajou University School of Medicine, Suwon, Republic of Korea
| | - Joon Seong Park
- Department of Hematology-Oncology, Ajou University School of Medicine, Suwon, Republic of Korea
| | - Hyo-Kyung Pak
- Asan Institute for Life Science, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - So-Woon Kim
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Sang-Yeob Kim
- Department of Convergence Medicine, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Cheolwon Suh
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Jooryung Huh
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Chan-Sik Park
- Asan Institute for Life Science, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea. .,Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
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28
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Roh J, Jung J, Lee Y, Kim SW, Pak HK, Lee AN, Lee J, Cho J, Cho H, Yoon DH, Park RW, Huh J, Oh HB, Park CS. Risk Stratification Using Multivariable Fractional Polynomials in Diffuse Large B-Cell Lymphoma. Front Oncol 2020; 10:329. [PMID: 32219067 PMCID: PMC7078241 DOI: 10.3389/fonc.2020.00329] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2020] [Accepted: 02/25/2020] [Indexed: 12/20/2022] Open
Abstract
The risk stratification of diffuse large B-cell lymphoma (DLBCL) is crucial. The International Prognostic Index, the most commonly used and the traditional risk stratification system, is composed of fixed and artificially dichotomized attributes. We aimed to develop a novel prognostic model that allows the incorporation of up-to-date attributes comprehensively without information loss. We analyzed 204 patients with primary DLBCL who were uniformly treated with R-CHOP (rituximab, cyclophosphamide, doxorubicin, vincristine, and prednisone) from 2007 to 2012 at Asan Medical Center. Using the multivariable fractional polynomial (MFP) method and bootstrap resampling, we selected the variables of significance and the best fitted functional form in fractional polynomials. Age, serum β2-microglobulin, serum lactate dehydrogenase, and BCL2 expression were selected as significant variables in predicting overall survival (OS), while age was excluded in predicting 2-years event-free survival. The prognostic score calculated by the MFP model effectively classifies patients into four risk groups with 5-years OS of 89.91% (low risk), 81.21% (low-intermediate risk), 66.40% (high-intermediate risk), and 37.89% (high risk). We suggest a new prognostic model that is simple and flexible. By using the MFP method, we can incorporate various clinicopathologic factors into a risk stratification system without arbitrary dichotomization.
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Affiliation(s)
- Jin Roh
- Department of Pathology, Ajou University School of Medicine, Suwon, South Korea
| | - Jiwon Jung
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea.,Asan Medical Center, Asan Institute for Life Science, University of Ulsan College of Medicine, Seoul, South Korea
| | - Yourim Lee
- Department of Biomedical Informatics, Ajou University School of Medicine, Suwon, South Korea
| | - So-Woon Kim
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Hyo-Kyung Pak
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea.,Asan Medical Center, Asan Institute for Life Science, University of Ulsan College of Medicine, Seoul, South Korea.,Department of Biomedical Sciences, University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea
| | - A-Neum Lee
- Asan Medical Center, Asan Institute for Life Science, University of Ulsan College of Medicine, Seoul, South Korea.,Convergence Medicine Research Center, Asan Medical Center, Seoul, South Korea
| | - Junho Lee
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea.,Asan Medical Center, Asan Institute for Life Science, University of Ulsan College of Medicine, Seoul, South Korea
| | - Jaehyeong Cho
- Department of Biomedical Science, Ajou University Graduate School of Medicine, Suwon, South Korea
| | - Hyungwoo Cho
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Dok Hyun Yoon
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Rae Woong Park
- Department of Biomedical Informatics, Ajou University School of Medicine, Suwon, South Korea
| | - Jooryung Huh
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Heung-Bum Oh
- Department of Laboratory Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea
| | - Chan-Sik Park
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea.,Asan Medical Center, Asan Institute for Life Science, University of Ulsan College of Medicine, Seoul, South Korea
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29
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Oon ML, Hoppe MM, Fan S, Phyu T, Phuong HM, Tan SY, Hue SSS, Wang S, Poon LM, Chan HLE, Lee J, Chee YL, Chng WJ, de Mel S, Liu X, Jeyasekharan AD, Ng SB. The contribution of MYC and PLK1 expression to proliferative capacity in diffuse large B-cell lymphoma. Leuk Lymphoma 2019; 60:3214-3224. [PMID: 31259656 DOI: 10.1080/10428194.2019.1633629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2019] [Revised: 05/24/2019] [Accepted: 06/11/2019] [Indexed: 10/26/2022]
Abstract
Polo-like kinase-1 (PLK1) regulates the MYC-dependent kinome in aggressive B-cell lymphoma. However, the role of PLK1 and MYC toward proliferation in diffuse large B-cell lymphoma (DLBCL) is unknown. We use multiplexed fluorescent immunohistochemistry (fIHC) to evaluate the co-localization of MYC, PLK1 and Ki67 to study their association with proliferation in DLBCL. The majority (98%, 95% CI 95-100%) of MYC/PLK1-double positive tumor cells expressed Ki67, underscoring the key role of the MYC/PLK1 circuit in proliferation. However, only 38% (95% CI 23-40%) and 51% (95% CI 46-51%) of Ki67-positive cells expressed MYC and PLK1, respectively. Notably, 40% (95% CI 26-43%) of Ki67-positive cells are MYC- and PLK-negative. A stronger correlation exists between PLK1 and Ki67 expression (R = 0.74, p < .001) than with MYC and Ki67 expression (R = 0.52, p < .001). Overall, the results indicate that PLK1 has a higher association than MYC in DLBCL proliferation and there are mechanisms besides MYC and PLK1 influencing DLBCL proliferation.
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Affiliation(s)
- Ming Liang Oon
- Department of Pathology, National University Hospital, National University Health System, Singapore, Singapore
| | - Michal M Hoppe
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Shuangyi Fan
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - The Phyu
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Hoang M Phuong
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Soo-Yong Tan
- Department of Pathology, National University Hospital, National University Health System, Singapore, Singapore
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- A*STAR, Advanced Molecular Pathology Laboratory, Institute of Molecular and Cell Biology, Singapore, Singapore
| | - Susan Swee-Shan Hue
- Department of Pathology, National University Hospital, National University Health System, Singapore, Singapore
- A*STAR, Advanced Molecular Pathology Laboratory, Institute of Molecular and Cell Biology, Singapore, Singapore
| | - Shi Wang
- Department of Pathology, National University Hospital, National University Health System, Singapore, Singapore
| | - Li M Poon
- Department of Hematology-Oncology, National University Cancer Institute Singapore, National University Hospital, National University Health System, Singapore, Singapore
| | - Hian L E Chan
- Department of Hematology-Oncology, National University Cancer Institute Singapore, National University Hospital, National University Health System, Singapore, Singapore
| | - Joanne Lee
- Department of Hematology-Oncology, National University Cancer Institute Singapore, National University Hospital, National University Health System, Singapore, Singapore
| | - Yen L Chee
- Department of Hematology-Oncology, National University Cancer Institute Singapore, National University Hospital, National University Health System, Singapore, Singapore
| | - Wee-Joo Chng
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Hematology-Oncology, National University Cancer Institute Singapore, National University Hospital, National University Health System, Singapore, Singapore
| | - Sanjay de Mel
- Department of Hematology-Oncology, National University Cancer Institute Singapore, National University Hospital, National University Health System, Singapore, Singapore
| | - Xin Liu
- Department of Hematology-Oncology, National University Cancer Institute Singapore, National University Hospital, National University Health System, Singapore, Singapore
| | - Anand D Jeyasekharan
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Hematology-Oncology, National University Cancer Institute Singapore, National University Hospital, National University Health System, Singapore, Singapore
| | - Siok-Bian Ng
- Department of Pathology, National University Hospital, National University Health System, Singapore, Singapore
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
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30
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de Jong MRW, Langendonk M, Reitsma B, Nijland M, van den Berg A, Ammatuna E, Visser L, van Meerten T. Heterogeneous Pattern of Dependence on Anti-Apoptotic BCL-2 Family Proteins upon CHOP Treatment in Diffuse Large B-Cell Lymphoma. Int J Mol Sci 2019; 20:ijms20236036. [PMID: 31801186 PMCID: PMC6928684 DOI: 10.3390/ijms20236036] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2019] [Revised: 11/28/2019] [Accepted: 11/29/2019] [Indexed: 12/20/2022] Open
Abstract
Expression of the anti-apoptotic B-cell lymphoma 2 (BCL-2) protein in patients with diffuse large B-cell lymphoma (DLBCL) strongly correlates with resistance to standard therapy with cyclophosphamide, vincristine, doxorubicin, prednisolone, and rituximab (R-CHOP). Although studies focus mainly on the contribution of BCL-2, here we also investigate the contribution of other anti-apoptotic proteins to CHOP-therapy resistance in DLBCL. Functional dynamic BCL-2 homology (BH)3 profiling was applied to DLBCL cell lines upon CHOP treatment or single CHOP compounds. Cell-specific anti-apoptotic dependencies were validated with corresponding BH3-mimetics. We found high expression of anti-apoptotic BCL-2, MCL-1, and BCL-XL in DLBCL cell lines and patients. CHOP treatment resulted in both enhanced and altered anti-apoptotic dependency. Enhanced sensitivity to different BH3-mimetics after CHOP treatment was confirmed in specific cell lines, indicating heterogeneity of CHOP-induced resistance in DLBCL. Analysis of single CHOP compounds demonstrated that similar changes could also be induced by doxorubicin or vincristine, providing evidence for clinical combination therapies of doxorubicin or vincristine with BH3-mimetics in DLBCL. In conclusion, we show for the first time that CHOP treatment induces increased anti-apoptotic dependency on MCL-1 and BCL-XL, and not just BCL-2. These results provide new perspectives for the treatment of CHOP-resistant DLBCL and underline the potential of BH3 profiling in predicting therapy outcomes.
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MESH Headings
- Aniline Compounds/pharmacology
- Antineoplastic Agents/pharmacology
- Antineoplastic Combined Chemotherapy Protocols/therapeutic use
- Bcl-2-Like Protein 11/genetics
- Bcl-2-Like Protein 11/metabolism
- Bridged Bicyclo Compounds, Heterocyclic/pharmacology
- Cell Line, Tumor
- Cell Survival/drug effects
- Cyclophosphamide/therapeutic use
- Doxorubicin/therapeutic use
- Drug Resistance, Neoplasm/genetics
- Gene Expression Regulation, Neoplastic
- Humans
- Lymphoma, Large B-Cell, Diffuse/drug therapy
- Lymphoma, Large B-Cell, Diffuse/genetics
- Lymphoma, Large B-Cell, Diffuse/metabolism
- Lymphoma, Large B-Cell, Diffuse/pathology
- Myeloid Cell Leukemia Sequence 1 Protein/antagonists & inhibitors
- Myeloid Cell Leukemia Sequence 1 Protein/genetics
- Myeloid Cell Leukemia Sequence 1 Protein/metabolism
- Prednisone/therapeutic use
- Prognosis
- Proto-Oncogene Proteins c-bcl-2/antagonists & inhibitors
- Proto-Oncogene Proteins c-bcl-2/genetics
- Proto-Oncogene Proteins c-bcl-2/metabolism
- Pyrimidines/pharmacology
- Rituximab/therapeutic use
- Signal Transduction
- Sulfonamides/pharmacology
- Thiophenes/pharmacology
- Treatment Outcome
- Vincristine/therapeutic use
- bcl-X Protein/antagonists & inhibitors
- bcl-X Protein/genetics
- bcl-X Protein/metabolism
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Affiliation(s)
- Mathilde Rikje Willemijn de Jong
- Department of Hematology, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands; (M.R.W.d.J.); (M.L.); (B.R.); (M.N.); (E.A.)
| | - Myra Langendonk
- Department of Hematology, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands; (M.R.W.d.J.); (M.L.); (B.R.); (M.N.); (E.A.)
| | - Bart Reitsma
- Department of Hematology, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands; (M.R.W.d.J.); (M.L.); (B.R.); (M.N.); (E.A.)
| | - Marcel Nijland
- Department of Hematology, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands; (M.R.W.d.J.); (M.L.); (B.R.); (M.N.); (E.A.)
| | - Anke van den Berg
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, the Netherlands; (A.v.d.B.); (L.V.)
| | - Emanuele Ammatuna
- Department of Hematology, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands; (M.R.W.d.J.); (M.L.); (B.R.); (M.N.); (E.A.)
| | - Lydia Visser
- Department of Pathology and Medical Biology, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, the Netherlands; (A.v.d.B.); (L.V.)
| | - Tom van Meerten
- Department of Hematology, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands; (M.R.W.d.J.); (M.L.); (B.R.); (M.N.); (E.A.)
- Correspondence: ; Tel.: +31-50-361-1761
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31
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Stein MN, Goodin S, Gounder M, Gibbon D, Moss R, Portal D, Lindquist D, Zhao Y, Takebe N, Tan A, Aisner J, Lin H, Ready N, Mehnert JM. A phase I study of AT-101, a BH3 mimetic, in combination with paclitaxel and carboplatin in solid tumors. Invest New Drugs 2019; 38:855-865. [PMID: 31388792 DOI: 10.1007/s10637-019-00807-2] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 05/31/2019] [Indexed: 02/05/2023]
Abstract
Background AT-101 is a BH3 mimetic that inhibits the heterodimerization of Bcl-2, Bcl-xL, Bcl-W, and Mcl-1 with pro-apoptotic proteins, thereby lowering the threshold for apoptosis. This phase I trial investigated the MTD of AT-101 in combination with paclitaxel and carboplatin in patients with advanced solid tumors. Methods Patients were treated with AT-101 (40 mg) every 12 h on days 1, 2 and 3 of each cycle combined with varying dose levels (DL) of paclitaxel and carboplatin [DL1: paclitaxel (150 mg/m2) and carboplatin (AUC 5) on day 1 of each cycle; DL2: paclitaxel (175 mg/m2) and carboplatin (AUC 6) on day 1 of each cycle]. Secondary objectives included characterizing toxicity, efficacy, pharmacokinetics, and pharmacodynamics of the combination. Results Twenty-four patients were treated across two DLs with a planned expansion cohort. The most common tumor type was prostate (N = 11). Two patients experienced DLTs: grade 3 abdominal pain at DL1 and grade 3 ALT increase at DL2; however, the MTD was not determined. Moderate hematologic toxicity was observed. One CR was seen in a patient with esophageal cancer and 4 patients achieved PRs (1 NSCLC, 3 prostate). PD studies did not yield statistically significant decreases in Bcl-2 and caspase 3 protein levels, or increased apoptotic activity induced by AT-101. Conclusion The combination of AT-101 at 40 mg every 12 h on days 1, 2 and 3 combined with paclitaxel and carboplatin was safe and tolerable. Based on the modest clinical efficacy seen in this trial, this combination will not be further investigated. Clinical Trial Registration: NCT00891072, CTEP#: 8016.
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Affiliation(s)
- Mark N Stein
- Department of Medicine, Robert Wood Johnson Medical School, New Brunswick, NJ, 08903, USA. .,Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA. .,Herbert Irving Comprehensive Cancer Center, 177 Fort Washington Ave, New York, NY, 10032, USA.
| | - Susan Goodin
- Department of Medicine, Robert Wood Johnson Medical School, New Brunswick, NJ, 08903, USA.,Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Murugeson Gounder
- Department of Medicine, Robert Wood Johnson Medical School, New Brunswick, NJ, 08903, USA.,Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Darlene Gibbon
- Department of Medicine, Robert Wood Johnson Medical School, New Brunswick, NJ, 08903, USA.,Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Rebecca Moss
- Department of Medicine, Robert Wood Johnson Medical School, New Brunswick, NJ, 08903, USA.,Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Daniella Portal
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Diana Lindquist
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Yujie Zhao
- Department of Medicine, Robert Wood Johnson Medical School, New Brunswick, NJ, 08903, USA.,Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Naoko Takebe
- Cancer Therapy Evaluation Program, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Bethesda, MD, USA
| | - Antoinette Tan
- Department of Medicine, Robert Wood Johnson Medical School, New Brunswick, NJ, 08903, USA.,Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Joseph Aisner
- Department of Medicine, Robert Wood Johnson Medical School, New Brunswick, NJ, 08903, USA.,Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Hongxia Lin
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA
| | - Neal Ready
- Department of Medicine, Duke University Medical Center, Durham, North Carolina, USA
| | - Janice M Mehnert
- Department of Medicine, Robert Wood Johnson Medical School, New Brunswick, NJ, 08903, USA. .,Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08903, USA. .,Rutgers Cancer Institute of New Jersey, 195 Little Albany St, New Brunswick, NJ, 08901, USA.
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32
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Ren Y, Bi C, Zhao X, Lwin T, Wang C, Yuan J, Silva AS, Shah BD, Fang B, Li T, Koomen JM, Jiang H, Chavez JC, Pham LV, Sudalagunta PR, Wan L, Wang X, Dalton WS, Moscinski LC, Shain KH, Vose J, Cleveland JL, Sotomayor EM, Fu K, Tao J. PLK1 stabilizes a MYC-dependent kinase network in aggressive B cell lymphomas. J Clin Invest 2018; 128:5517-5530. [PMID: 30260324 PMCID: PMC6264635 DOI: 10.1172/jci122533] [Citation(s) in RCA: 69] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Accepted: 09/20/2018] [Indexed: 12/13/2022] Open
Abstract
Concordant activation of MYC and BCL-2 oncoproteins in double-hit lymphoma (DHL) results in aggressive disease that is refractory to treatment. By integrating activity-based proteomic profiling and drug screens, polo-like kinase-1 (PLK1) was identified as an essential regulator of the MYC-dependent kinome in DHL. Notably, PLK1 was expressed at high levels in DHL, correlated with MYC expression, and connoted poor outcome. Further, PLK1 signaling augmented MYC protein stability, and in turn, MYC directly induced PLK1 transcription, establishing a feed-forward MYC-PLK1 circuit in DHL. Finally, inhibition of PLK1 triggered degradation of MYC and of the antiapoptotic protein MCL-1, and PLK1 inhibitors showed synergy with BCL-2 antagonists in blocking DHL cell growth, survival, and tumorigenicity, supporting clinical targeting of PLK1 in DHL.
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Affiliation(s)
- Yuan Ren
- Department of Laboratory Medicine and Hematopathology, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | - Chengfeng Bi
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - Xiaohong Zhao
- Department of Laboratory Medicine and Hematopathology, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | - Tint Lwin
- Department of Laboratory Medicine and Hematopathology, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | - Cheng Wang
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - Ji Yuan
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | | | | | - Bin Fang
- Proteomics Core Facility, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | - Tao Li
- Department of Laboratory Medicine and Hematopathology, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | - John M. Koomen
- Proteomics Core Facility, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | - Huijuan Jiang
- Department of Laboratory Medicine and Hematopathology, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
- Tianjin Medical School, Tianjin, China
| | | | - Lan V. Pham
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | | | - Lixin Wan
- Department of Molecular Oncology and
| | - Xuefeng Wang
- Department of Biostatics and Bioinformatics, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | | | - Lynn C. Moscinski
- Department of Laboratory Medicine and Hematopathology, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | | | - Julie Vose
- Department of Internal Medicine, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - John L. Cleveland
- Department of Tumor Biology, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
| | - Eduardo M. Sotomayor
- Department of Hematology & Oncology, George Washington University, Washington, DC, USA
| | - Kai Fu
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska, USA
| | - Jianguo Tao
- Department of Laboratory Medicine and Hematopathology, Moffitt Cancer Center & Research Institute, Tampa, Florida, USA
- Department of Malignant Hematology, and
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Luo B, Gu YY, Wang XD, Chen G, Peng ZG. Identification of potential drugs for diffuse large b-cell lymphoma based on bioinformatics and Connectivity Map database. Pathol Res Pract 2018; 214:1854-1867. [PMID: 30244948 DOI: 10.1016/j.prp.2018.09.013] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Revised: 08/28/2018] [Accepted: 09/14/2018] [Indexed: 12/17/2022]
Abstract
Diffuse large B-cell lymphoma (DLBCL) is the most main subtype in non-Hodgkin lymphoma. After chemotherapy, about 30% of patients with DLBCL develop resistance and relapse. This study was to identify potential therapeutic drugs for DLBCL using the bioinformatics method. The differentially expressed genes (DEGs) between DLBCL and non-cancer samples were downloaded from the Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO). Gene ontology enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis of DEGs were analyzed using the Database for Annotation, Visualization, and Integrated Discovery. The R software package (SubpathwayMiner) was used to perform pathway analysis on DEGs affected by drugs found in the Connectivity Map (CMap) database. Protein-protein interaction (PPI) networks of DEGs were constructed using the Search Tool for the Retrieval of Interacting Genes online database and Cytoscape software. In order to identify potential novel drugs for DLBCL, the DLBCL-related pathways and drug-affected pathways were integrated. The results showed that 1927 DEGs were identified from TCGA and GEO. We found 54 significant pathways of DLBCL using KEGG pathway analysis. By integrating pathways, we identified five overlapping pathways and 47 drugs that affected these pathways. The PPI network analysis results showed that the CDK2 is closely associated with three overlapping pathways (cell cycle, p53 signaling pathway, and small cell lung cancer). The further literature verification results showed that etoposide, rinotecan, methotrexate, resveratrol, and irinotecan have been used as classic clinical drugs for DLBCL. Anisomycin, naproxen, gossypol, vorinostat, emetine, mycophenolic acid and daunorubicin also act on DLBCL. It was found through bioinformatics analysis that paclitaxel in the drug-pathway network can be used as a potential novel drug for DLBCL.
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Affiliation(s)
- Bin Luo
- Department of Medical Oncology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, Guangxi Zhuang Autonomous Region, 530021, PR China
| | - Yong-Yao Gu
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, Guangxi Zhuang Autonomous Region, 530021, PR China
| | - Xiao-Dong Wang
- The Ultrasonics Division of Radiology Department, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, Guangxi Zhuang Autonomous Region, 530021, PR China
| | - Gang Chen
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, Guangxi Zhuang Autonomous Region, 530021, PR China
| | - Zhi-Gang Peng
- Department of Medical Oncology, First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, Guangxi Zhuang Autonomous Region, 530021, PR China.
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